{"id":"W4415762822","doi":"10.1007/s00604-025-07587-y","title":"PDA-integrated Au@Ag with colorimetric/SERS dual-signal enhancement capability for flexible lateral flow immunoassay detection of respiratory viruses","year":2025,"lang":"en","type":"article","venue":"Microchimica Acta","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ministry of Education and Child Care","funders":"National Natural Science Foundation of China","keywords":"Multiplex; Surface plasmon resonance; Bimetallic strip; Immunoassay; Nanoparticle; Composite number","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002018911,0.0002132701,0.000295466,0.0002487132,0.000112474,0.00003344657,0.0001034804,0.0001523879,0.00003826358],"category_scores_gemma":[0.00003778702,0.0001822192,0.0001148936,0.0006205592,0.00008362038,0.00009394288,0.00002246013,0.0002045587,0.000004997469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003313222,"about_ca_system_score_gemma":0.0000760744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001703945,"about_ca_topic_score_gemma":0.0001772718,"domain_scores_codex":[0.998909,0.00003685346,0.0003718038,0.0002671268,0.0001160314,0.0002991892],"domain_scores_gemma":[0.9994262,0.00009765984,0.00005936675,0.0002218103,0.0001424095,0.00005255926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003806266,0.00007014288,0.0001507036,0.0001650144,0.0001518155,3.748794e-7,0.00004976962,0.0003971474,0.9948841,0.00001247028,0.0003659489,0.003371832],"study_design_scores_gemma":[0.000686068,0.000353735,0.001315426,0.00007542896,0.00007876383,0.000001078566,0.00004616809,0.01075134,0.9753609,0.00004713326,0.01109495,0.0001890574],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9673007,0.00008692985,0.03127078,0.00003000913,0.0002913201,0.0003826244,0.00005597515,0.0001788244,0.0004028731],"genre_scores_gemma":[0.9984131,0.000007935494,0.001181593,0.00009109955,0.00004487299,0.00004344603,0.000009335636,0.00002376346,0.0001848588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03111243,"threshold_uncertainty_score":0.7430684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01109457919132554,"score_gpt":0.2298413183907205,"score_spread":0.218746739199395,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}